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首页> 外文期刊>Robotica >Energy-Optimal Motion Trajectory of an Omni-Directional Mecanum-Wheeled Robot via Polynomial Functions
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Energy-Optimal Motion Trajectory of an Omni-Directional Mecanum-Wheeled Robot via Polynomial Functions

机译:通过多项式函数的全定向杂皮机器人的能量 - 最优运动轨迹

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摘要

The Mecanum wheel is one of the practical omni-directional wheel designs in industry, especially for heavy-duty tasks in a confined floor. An issue with Mecanum-wheeled robots is inefficient use of energy. In this study, the robotic motion trajectories are optimized to minimize the energy consumption, where a robotic path is expressed in polynomial functions passing through a given set of via points, and a genetic algorithm is used to find the polynomial's coefficients being decision variables. To attempt a further reduction in the energy consumption, the via points are also taken as decision variables for the optimization. Both simulations and experiments are conducted, and the results show that the optimized trajectories result in a significant reduction in energy consumption, which can be further lowered when the via points become decision variables. It is also found that the higher the order of the polynomials the larger the reduction in the energy consumption.
机译:Mecanum车轮是工业中的实用全向轮设计之一,特别是对于受限楼层中的重型任务。 MeCanum轮式机器人的问题是低效利用能量。在该研究中,优化了机器人运动轨迹以最小化能量消耗,其中机器人路径在通过给定一组通孔点的多项式函数中表示,并且遗传算法用于找到多项式的系数是决策变量的决策变量。为了进一步降低能量消耗,普通点也被视为优化的决策变量。进行模拟和实验,结果表明,优化的轨迹导致能量消耗显着降低,当通孔点成为决策变量时,这可以进一步降低。还发现多项式的顺序越高,能量消耗的降低越大。

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